diff --git a/.gitignore b/.gitignore
index 93c0186..25fd656 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,3 +7,9 @@ dist
 deploy/k8s/kubeconfig-*.yaml
 .pnpm-store
 /nodeskclaw/
+.venv/
+__pycache__/
+*.pyc
+.pytest_cache
+.mypy_cache
+*.egg-info/
diff --git a/README.md b/README.md
index 9bdaade..e495580 100644
--- a/README.md
+++ b/README.md
@@ -97,6 +97,7 @@ npm install -g @nodeskai/genehub
 |---|---|
 | [`@nodeskai/genehub`](https://www.npmjs.com/package/@nodeskai/genehub) | CLI 命令行工具 |
 | [`@nodeskai/genehub-sdk`](https://www.npmjs.com/package/@nodeskai/genehub-sdk) | TypeScript SDK（Adapters + Learning Engine） |
+| `genehub-sdk` (PyPI / `packages/sdk/python`) | Python SDK（最小可用：Client + Adapter + GenericAdapter + LearningEngine） |
 | [`@nodeskai/genehub-types`](https://www.npmjs.com/package/@nodeskai/genehub-types) | 共享类型定义与 Zod Schemas |
 
 ## 快速开始
@@ -210,6 +211,7 @@ genehub/
 │   │       ├── AGENTS.md          # Curator 系统提示词
 │   │       └── listener.ts        # 事件监听器（LISTEN/NOTIFY）
 │   ├── sdk/typescript/             # @nodeskai/genehub-sdk - TypeScript SDK + Adapters
+│   ├── sdk/python/                 # genehub-sdk - Python SDK（Client + Adapter + GenericAdapter + LearningEngine）
 │   ├── cli/                        # @nodeskai/genehub - 命令行工具 (Commander.js)
 │   └── web/                        # 基因仓库 Web UI (React + Vite + Tailwind)
 ├── genes/                          # 官方基因库
diff --git a/docs/architecture.md b/docs/architecture.md
index 91cb72b..e79e170 100644
--- a/docs/architecture.md
+++ b/docs/architecture.md
@@ -514,7 +514,7 @@ GitHub OAuth                   API Key
 | 搜索引擎 | PostgreSQL ILIKE（当前）/ Meilisearch（Future） | 先简后繁 |
 | CLI | TypeScript (tsx) | 跨平台，npm 全局安装 |
 | Web 前端 | React 19 + Vite 7 + Tailwind CSS 4 + Radix UI | 基因浏览、搜索、API Key 管理（6 个页面） |
-| SDK | TypeScript（已实现）+ Python（Future） | 覆盖主流 Agent 开发语言 |
+| SDK | TypeScript（已实现）+ Python（已实现最小可用） | 覆盖主流 Agent 开发语言 |
 | 分发 | npm + pip + GitHub Releases | 兼容主流包管理器 |
 | Git Hooks | lefthook | pre-commit 执行 Biome lint |
 
@@ -725,11 +725,19 @@ genehub/
 │   │   └── package.json
 │   │
 │   ├── sdk/
-│   │   └── typescript/             # TypeScript SDK（@nodeskai/genehub-sdk）
-│   │       └── src/
-│   │           ├── client.ts       # GeneHub API 客户端
-│   │           ├── learning/       # 标准学习协议引擎（L1/L2）
-│   │           └── adapters/       # 产品适配器（openclaw / nanobot / generic）
+│   │   ├── typescript/             # TypeScript SDK（@nodeskai/genehub-sdk）
+│   │   │   └── src/
+│   │   │       ├── client.ts       # GeneHub API 客户端
+│   │   │       ├── learning/       # 标准学习协议引擎（L1/L2）
+│   │   │       └── adapters/       # 产品适配器（openclaw / nanobot / generic）
+│   │   └── python/                 # Python SDK（genehub-sdk，最小可用）
+│   │       ├── pyproject.toml
+│   │       ├── src/genehub_sdk/
+│   │       │   ├── client.py       # GeneHubClient
+│   │       │   ├── types.py        # Gene / GeneManifest / 适配器类型
+│   │       │   ├── adapters/       # GeneAdapter 基类 + GenericAdapter
+│   │       │   └── learning/       # LearningEngine
+│   │       └── tests/
 │   │
 │   ├── cli/                        # 命令行工具（@nodeskai/genehub）
 │   │   └── src/
@@ -774,7 +782,7 @@ genehub/
 ```
 
 > **未实现的目录**（计划中）：
-> - `packages/sdk/python/` — Python SDK（M3 计划）
+> - ~~`packages/sdk/python/`~~ — Python SDK 已实现最小可用（Client + Adapter + GenericAdapter + LearningEngine）
 > - `adapters/` — 安装方式兼容层（clawhub / npm / pip，后续扩展）
 > - `genes/rules/`、`genes/protocols/` — 规则类、协议类基因（当前仅有 skills 分类）
 
@@ -1359,7 +1367,7 @@ MINIMAX_API_KEY: sk-xxx
 - [x] Web 版本历史展开查看文件内容和安装命令
 - [x] GitHub OAuth + API Key 认证 + 管理员角色
 - [x] GitHub Actions CI/CD（lint + build + test + npm publish + Docker deploy + K8s rolling update）
-- [ ] Python SDK
+- [x] Python SDK（最小可用：GeneHubClient、GeneAdapter、GenericAdapter、LearningEngine）
 - [ ] npm / pip 分发支持
 - [ ] 基因效能数据聚合与排行
 - [ ] 全文搜索升级（Meilisearch）
diff --git a/packages/sdk/python/README.md b/packages/sdk/python/README.md
new file mode 100644
index 0000000..ed331b0
--- /dev/null
+++ b/packages/sdk/python/README.md
@@ -0,0 +1,96 @@
+# GeneHub Python SDK
+
+GeneHub 的 Python 客户端与产品适配层，与 TypeScript SDK 核心能力对齐，供 Python 侧 Agent 接入 GeneHub。
+
+## 用途
+
+- **GeneHubClient**：封装 Registry HTTP API，支持搜索基因、获取详情、获取 Manifest、发布基因。
+- **GeneAdapter**：产品适配器抽象基类，定义 `detect` / `install` / `uninstall` / `is_installed` / `list`。
+- **GenericAdapter**：基于文件系统的通用适配器，将基因写入 `.genehub/genes/`（可配置目录）。
+- **LearningEngine**：标准学习协议引擎，创建学习任务、检查结果（最小可用）。
+
+## 目录结构
+
+```
+packages/sdk/python/
+├── pyproject.toml
+├── README.md
+├── src/
+│   └── genehub_sdk/
+│       ├── __init__.py
+│       ├── client.py      # GeneHubClient
+│       ├── types.py       # Gene / GeneManifest / 适配器相关类型
+│       ├── adapters/
+│       │   ├── __init__.py
+│       │   ├── base.py    # GeneAdapter 抽象基类
+│       │   └── generic.py # GenericAdapter
+│       └── learning/
+│           ├── __init__.py
+│           └── engine.py  # LearningEngine
+└── tests/
+    ├── test_client.py
+    ├── test_generic_adapter.py
+    └── test_learning_engine.py
+```
+
+## 使用方法
+
+### 安装
+
+在项目根目录使用 uv（推荐）：
+
+```bash
+uv add ./packages/sdk/python
+# 或从 PyPI（发布后）：uv add genehub-sdk
+```
+
+### 客户端
+
+```python
+from genehub_sdk import GeneHubClient
+
+client = GeneHubClient(base_url="https://registry.genehub.dev", token="ghb_xxx")
+genes = client.search_genes(q="code")
+gene = client.get_gene("clean-code")
+manifest = client.get_manifest("clean-code", version="1.0.0")
+published = client.publish(manifest)
+```
+
+### 适配器
+
+```python
+from genehub_sdk import GenericAdapter
+from genehub_sdk.adapters import GeneAdapter
+
+adapter: GeneAdapter = GenericAdapter(genes_dir="/path/to/genes")
+if adapter.detect():
+    adapter.install(manifest, options={"force": True})
+    adapter.uninstall("clean-code")
+    print(adapter.list())
+```
+
+### 学习引擎
+
+```python
+from genehub_sdk import GeneHubClient
+from genehub_sdk.adapters import GenericAdapter
+from genehub_sdk.learning import LearningEngine
+
+engine = LearningEngine(workspace_dir=".", adapter=GenericAdapter(), client=GeneHubClient(...))
+task = engine.create_learning_task(manifest)
+result = engine.check_result(manifest["slug"])
+```
+
+## 技术栈
+
+- Python 3.12+
+- httpx（HTTP 客户端）
+- PyYAML（Manifest 序列化）
+- 测试：pytest、pytest-httpx
+- Lint：Ruff
+
+## 参考
+
+- TypeScript SDK：`packages/sdk/typescript/src/`
+- API 文档：`docs/architecture.md` 第 6 节
+- 学习协议：`docs/gene-learning-protocol.md`
diff --git a/packages/sdk/python/pyproject.toml b/packages/sdk/python/pyproject.toml
new file mode 100644
index 0000000..75754f7
--- /dev/null
+++ b/packages/sdk/python/pyproject.toml
@@ -0,0 +1,39 @@
+[project]
+name = "genehub-sdk"
+version = "0.1.0"
+description = "GeneHub Python SDK - API 客户端与产品适配器（最小可用）"
+readme = "README.md"
+requires-python = ">=3.12"
+dependencies = [
+    "httpx>=0.27.0",
+    "pyyaml>=6.0",
+]
+
+[project.optional-dependencies]
+dev = [
+    "pytest>=8.0.0",
+    "pytest-httpx>=0.30.0",
+    "ruff>=0.8.0",
+]
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.wheel]
+packages = ["src/genehub_sdk"]
+
+[tool.ruff]
+target-version = "py312"
+line-length = 100
+
+[tool.ruff.lint]
+select = ["E", "F", "I", "UP", "B", "C4", "SIM"]
+ignore = ["E501"]
+
+[tool.ruff.lint.isort]
+known-first-party = ["genehub_sdk"]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+pythonpath = ["src"]
diff --git a/packages/sdk/python/src/genehub_sdk/__init__.py b/packages/sdk/python/src/genehub_sdk/__init__.py
new file mode 100644
index 0000000..e013ec2
--- /dev/null
+++ b/packages/sdk/python/src/genehub_sdk/__init__.py
@@ -0,0 +1,27 @@
+"""GeneHub Python SDK：API 客户端与产品适配器。"""
+
+from genehub_sdk.adapters import GeneAdapter, GenericAdapter
+from genehub_sdk.client import GeneHubClient, GeneHubError
+from genehub_sdk.learning import LearningEngine
+from genehub_sdk.types import (
+    Gene,
+    GeneManifest,
+    InstalledGene,
+    InstallOptions,
+    InstallResult,
+    UninstallResult,
+)
+
+__all__ = [
+    "GeneHubClient",
+    "GeneHubError",
+    "Gene",
+    "GeneManifest",
+    "GeneAdapter",
+    "GenericAdapter",
+    "InstallOptions",
+    "InstallResult",
+    "InstalledGene",
+    "UninstallResult",
+    "LearningEngine",
+]
diff --git a/packages/sdk/python/src/genehub_sdk/adapters/__init__.py b/packages/sdk/python/src/genehub_sdk/adapters/__init__.py
new file mode 100644
index 0000000..ac72db7
--- /dev/null
+++ b/packages/sdk/python/src/genehub_sdk/adapters/__init__.py
@@ -0,0 +1,6 @@
+"""产品适配器：基类与 Generic 文件系统适配器。"""
+
+from genehub_sdk.adapters.base import GeneAdapter
+from genehub_sdk.adapters.generic import GenericAdapter
+
+__all__ = ["GeneAdapter", "GenericAdapter"]
diff --git a/packages/sdk/python/src/genehub_sdk/adapters/base.py b/packages/sdk/python/src/genehub_sdk/adapters/base.py
new file mode 100644
index 0000000..0515169
--- /dev/null
+++ b/packages/sdk/python/src/genehub_sdk/adapters/base.py
@@ -0,0 +1,56 @@
+"""产品适配器抽象基类，与 types/adapter.ts GeneAdapter 对齐。"""
+
+from abc import ABC, abstractmethod
+
+from genehub_sdk.types import (
+    GeneManifest,
+    InstalledGene,
+    InstallOptions,
+    InstallResult,
+    UninstallOptions,
+    UninstallResult,
+)
+
+
+class GeneAdapter(ABC):
+    """将 Gene Manifest 注入到目标产品的适配器接口。"""
+
+    @property
+    @abstractmethod
+    def product(self) -> str:
+        """产品标识，如 generic / openclaw / nanobot。"""
+        ...
+
+    @abstractmethod
+    def detect(self) -> bool:
+        """检测当前环境是否支持该适配器。"""
+        ...
+
+    @abstractmethod
+    def install(
+        self, manifest: GeneManifest, options: InstallOptions | None = None
+    ) -> InstallResult:
+        """安装基因。"""
+        ...
+
+    @abstractmethod
+    def uninstall(self, slug: str, options: UninstallOptions | None = None) -> UninstallResult:
+        """卸载基因。"""
+        ...
+
+    @abstractmethod
+    def is_installed(self, slug: str) -> bool:
+        """是否已安装该基因。"""
+        ...
+
+    @abstractmethod
+    def list(self) -> list[InstalledGene]:
+        """列出已安装的基因。"""
+        ...
+
+    def get_installed_version(self, slug: str) -> str | None:
+        """返回已安装版本号，未安装返回 None。默认通过 list 查找。"""
+        for g in self.list():
+            if g["slug"] == slug:
+                return g["version"]
+        return None
diff --git a/packages/sdk/python/src/genehub_sdk/adapters/generic.py b/packages/sdk/python/src/genehub_sdk/adapters/generic.py
new file mode 100644
index 0000000..40b3138
--- /dev/null
+++ b/packages/sdk/python/src/genehub_sdk/adapters/generic.py
@@ -0,0 +1,131 @@
+"""基于文件系统的通用适配器，与 TypeScript generic.ts 对齐。"""
+
+from datetime import UTC, datetime
+from pathlib import Path
+
+import yaml
+
+from genehub_sdk.adapters.base import GeneAdapter
+from genehub_sdk.types import (
+    GeneManifest,
+    InstalledGene,
+    InstallOptions,
+    InstallResult,
+    UninstallOptions,
+    UninstallResult,
+)
+
+DEFAULT_GENES_DIR = Path.cwd() / ".genehub" / "genes"
+
+
+class GenericAdapter(GeneAdapter):
+    """将基因写入本地目录的适配器，默认 `.genehub/genes/<slug>/`。"""
+
+    def __init__(self, genes_dir: str | Path | None = None) -> None:
+        self._genes_dir = Path(genes_dir) if genes_dir else DEFAULT_GENES_DIR
+
+    @property
+    def product(self) -> str:
+        return "generic"
+
+    def detect(self) -> bool:
+        return True
+
+    def install(
+        self,
+        manifest: GeneManifest,
+        options: InstallOptions | None = None,
+    ) -> InstallResult:
+        opts = options or {}
+        target = opts.get("target_path")
+        if target:
+            target_dir = Path(target) / manifest["slug"]
+        else:
+            target_dir = self._genes_dir / manifest["slug"]
+        target_dir.mkdir(parents=True, exist_ok=True)
+        files: list[str] = []
+
+        gene_yaml = target_dir / "gene.yaml"
+        gene_yaml.write_text(
+            yaml.dump(manifest, allow_unicode=True, default_flow_style=False), encoding="utf-8"
+        )
+        files.append(str(gene_yaml))
+
+        skill = manifest.get("skill") or {}
+        if skill.get("content"):
+            skill_path = target_dir / "SKILL.md"
+            skill_path.write_text(skill["content"], encoding="utf-8")
+            files.append(str(skill_path))
+
+        deps = [
+            d["slug"]
+            for d in (manifest.get("dependencies") or [])
+            if isinstance(d.get("slug"), str)
+        ]
+        return {
+            "success": True,
+            "slug": manifest["slug"],
+            "version": manifest["version"],
+            "files": files,
+            "needs_restart": False,
+            "dependencies": deps,
+        }
+
+    def uninstall(self, slug: str, options: UninstallOptions | None = None) -> UninstallResult:
+        target_dir = self._genes_dir / slug
+        if target_dir.exists():
+            import shutil
+
+            shutil.rmtree(target_dir, ignore_errors=True)
+        return {
+            "success": True,
+            "slug": slug,
+            "files": [str(target_dir)],
+            "needs_restart": False,
+        }
+
+    def is_installed(self, slug: str) -> bool:
+        return (self._genes_dir / slug / "gene.yaml").is_file()
+
+    def list(self) -> list[InstalledGene]:
+        result: list[InstalledGene] = []
+        if not self._genes_dir.is_dir():
+            return result
+        for path in self._genes_dir.iterdir():
+            if not path.is_dir():
+                continue
+            yaml_path = path / "gene.yaml"
+            if not yaml_path.is_file():
+                continue
+            try:
+                raw = yaml_path.read_text(encoding="utf-8")
+                data = yaml.safe_load(raw)
+                version = (
+                    (data.get("version") or "unknown") if isinstance(data, dict) else "unknown"
+                )
+                if not isinstance(version, str):
+                    version = "unknown"
+                mtime = datetime.fromtimestamp(yaml_path.stat().st_mtime, tz=UTC)
+                result.append(
+                    {
+                        "slug": path.name,
+                        "version": version,
+                        "installed_at": mtime.isoformat(),
+                        "files": [str(yaml_path)],
+                    }
+                )
+            except (OSError, yaml.YAMLError):
+                continue
+        return result
+
+    def get_installed_version(self, slug: str) -> str | None:
+        yaml_path = self._genes_dir / slug / "gene.yaml"
+        if not yaml_path.is_file():
+            return None
+        try:
+            data = yaml.safe_load(yaml_path.read_text(encoding="utf-8"))
+            if isinstance(data, dict) and isinstance(data.get("version"), str):
+                return data["version"]
+        except (OSError, yaml.YAMLError):
+            pass
+        return None
diff --git a/packages/sdk/python/src/genehub_sdk/client.py b/packages/sdk/python/src/genehub_sdk/client.py
new file mode 100644
index 0000000..f7f49d7
--- /dev/null
+++ b/packages/sdk/python/src/genehub_sdk/client.py
@@ -0,0 +1,99 @@
+"""GeneHub Registry HTTP 客户端，与 TypeScript SDK client 对齐。"""
+
+from typing import Any
+
+import httpx
+
+from genehub_sdk.types import Gene, GeneManifest
+
+
+class GeneHubError(Exception):
+    """Registry API 返回错误时抛出。"""
+
+    def __init__(self, message: str, error_code: str | None = None) -> None:
+        self.error_code = error_code
+        super().__init__(f"[GeneHub] {error_code or 'error'}: {message}")
+
+
+class GeneHubClient:
+    """封装 GeneHub Registry API 的 HTTP 调用。"""
+
+    def __init__(self, base_url: str, token: str | None = None) -> None:
+        self._base_url = base_url.rstrip("/")
+        self._token = token
+
+    def _headers(self) -> dict[str, str]:
+        h: dict[str, str] = {"Content-Type": "application/json"}
+        if self._token:
+            h["Authorization"] = f"Bearer {self._token}"
+        return h
+
+    def _request(self, method: str, path: str, **kwargs: Any) -> Any:
+        url = f"{self._base_url}{path}"
+        with httpx.Client(timeout=30.0) as client:
+            resp = client.request(
+                method,
+                url,
+                headers=self._headers(),
+                **kwargs,
+            )
+        data = resp.json()
+        body = data if isinstance(data, dict) else {}
+        code = body.get("code", -1)
+        if not resp.is_success or code != 0:
+            msg = body.get("message") or f"HTTP {resp.status_code}"
+            err_code = body.get("error_code")
+            raise GeneHubError(msg, error_code=err_code)
+        return body.get("data")
+
+    def search_genes(
+        self,
+        query: str = "",
+        *,
+        category: str | None = None,
+        tags: list[str] | None = None,
+        compatibility: str | None = None,
+        sort: str | None = None,
+        page: int | None = None,
+        page_size: int | None = None,
+    ) -> list[Gene]:
+        """搜索基因列表。返回当前页的 items；完整分页信息可后续扩展。"""
+        params: list[tuple[str, str]] = []
+        if query:
+            params.append(("q", query))
+        if category:
+            params.append(("category", category))
+        if tags:
+            params.append(("tags", ",".join(tags)))
+        if compatibility:
+            params.append(("compatibility", compatibility))
+        if sort:
+            params.append(("sort", sort))
+        if page is not None:
+            params.append(("page", str(page)))
+        if page_size is not None:
+            params.append(("page_size", str(page_size)))
+        qs = "&".join(f"{k}={v}" for k, v in params)
+        path = f"/api/v1/genes?{qs}" if qs else "/api/v1/genes"
+        result = self._request("GET", path)
+        if isinstance(result, dict) and "items" in result:
+            return result["items"]
+        return result if isinstance(result, list) else []
+
+    def get_gene(self, slug: str) -> Gene:
+        """获取基因详情（最新版本）。"""
+        return self._request("GET", f"/api/v1/genes/{slug}")
+
+    def get_manifest(self, slug: str, version: str | None = None) -> GeneManifest:
+        """获取基因 Manifest；可选 version 指定版本。"""
+        path = f"/api/v1/genes/{slug}/manifest"
+        if version:
+            path += f"?version={version}"
+        return self._request("GET", path)
+
+    def publish(self, manifest: GeneManifest, files: dict[str, str] | None = None) -> Gene:
+        """发布新基因。body: { manifest, files? }。"""
+        body: dict[str, Any] = {"manifest": manifest}
+        if files:
+            body["files"] = files
+        return self._request("POST", "/api/v1/genes", json=body)
diff --git a/packages/sdk/python/src/genehub_sdk/learning/__init__.py b/packages/sdk/python/src/genehub_sdk/learning/__init__.py
new file mode 100644
index 0000000..f2ff885
--- /dev/null
+++ b/packages/sdk/python/src/genehub_sdk/learning/__init__.py
@@ -0,0 +1,5 @@
+"""标准学习协议引擎。"""
+
+from genehub_sdk.learning.engine import LearningEngine
+
+__all__ = ["LearningEngine"]
diff --git a/packages/sdk/python/src/genehub_sdk/learning/engine.py b/packages/sdk/python/src/genehub_sdk/learning/engine.py
new file mode 100644
index 0000000..55fc679
--- /dev/null
+++ b/packages/sdk/python/src/genehub_sdk/learning/engine.py
@@ -0,0 +1,120 @@
+"""标准学习协议引擎（最小可用）：创建学习任务、检查结果。"""
+
+import re
+from pathlib import Path
+from typing import Any
+
+from genehub_sdk.types import GeneManifest
+
+
+class LearningEngine:
+    """创建学习任务、解析结果文件；可选注入 Adapter/Client 用于 meta-gene 等（后续扩展）。"""
+
+    def __init__(
+        self,
+        workspace_dir: str | Path,
+        *,
+        adapter: Any = None,
+        client: Any = None,
+    ) -> None:
+        self._workspace = Path(workspace_dir)
+        self._adapter = adapter
+        self._client = client
+
+    @property
+    def _tasks_dir(self) -> Path:
+        return self._workspace / "learning-tasks"
+
+    @property
+    def _results_dir(self) -> Path:
+        return self._workspace / "learning-results"
+
+    def create_learning_task(self, manifest: GeneManifest) -> dict[str, Any]:
+        """创建学习任务，写入 learning-tasks/<slug>.md，返回任务信息。"""
+        self._tasks_dir.mkdir(parents=True, exist_ok=True)
+        self._results_dir.mkdir(parents=True, exist_ok=True)
+
+        slug = manifest.get("slug") or "unknown"
+        task_id = f"learn-{slug}-{id(manifest)}"
+        skill = manifest.get("skill") or {}
+        learning = manifest.get("learning")
+
+        task: dict[str, Any] = {
+            "mode": "learn",
+            "task_id": task_id,
+            "gene_slug": slug,
+            "gene_name": manifest.get("name") or slug,
+            "gene_version": manifest.get("version") or "0.0.0",
+            "gene_content": skill.get("content") or "",
+            "gene_meta": {
+                "name": manifest.get("name") or slug,
+                "description": manifest.get("description") or "",
+                "category": manifest.get("category") or "general",
+                "short_description": manifest.get("short_description") or "",
+            },
+            "callback_path": str(self._results_dir / f"{slug}.md"),
+            "created_at": __import__("datetime")
+            .datetime.now(__import__("datetime").timezone.utc)
+            .isoformat(),
+        }
+        if learning:
+            task["learning"] = {
+                "objectives": learning.get("objectives"),
+                "scenarios": learning.get("scenarios"),
+                "force_deep_learn": learning.get("force_deep_learn"),
+            }
+
+        md_lines = [
+            "---",
+            f"task_id: {task_id}",
+            f"gene_slug: {slug}",
+            f"gene_name: {task['gene_name']}",
+            f"gene_version: {task['gene_version']}",
+            "---",
+            "",
+            task["gene_content"],
+        ]
+        task_path = self._tasks_dir / f"{slug}.md"
+        task_path.write_text("\n".join(md_lines), encoding="utf-8")
+        return task
+
+    def check_result(self, slug: str) -> dict[str, Any] | None:
+        """读取 learning-results/<slug>.md，解析 frontmatter 与正文，返回结果或 None。"""
+        result_path = self._results_dir / f"{slug}.md"
+        if not result_path.is_file():
+            return None
+        try:
+            content = result_path.read_text(encoding="utf-8")
+        except OSError:
+            return None
+        return self._parse_result(content)
+
+    def _parse_result(self, content: str) -> dict[str, Any] | None:
+        m = re.match(r"^---\n([\s\S]*?)\n---", content)
+        if not m:
+            return None
+        fm = m.group(1)
+        get_: dict[str, str] = {}
+        for line in fm.splitlines():
+            if ":" in line:
+                k, v = line.split(":", 1)
+                get_[k.strip()] = v.strip().strip("'\"")
+
+        task_id = get_.get("task_id")
+        gene_slug = get_.get("gene_slug")
+        decision = get_.get("decision")
+        if not task_id or not gene_slug or not decision:
+            return None
+        body_start = content.find("---", 4)
+        body = content[body_start + 3 :].strip() if body_start != -1 else None
+        self_eval = get_.get("self_eval")
+        return {
+            "task_id": task_id,
+            "gene_slug": gene_slug,
+            "mode": get_.get("mode", "learn"),
+            "decision": decision,
+            "content": body or None,
+            "self_eval": float(self_eval) if self_eval else None,
+            "reason": get_.get("reason"),
+            "completed_at": get_.get("completed_at", ""),
+        }
diff --git a/packages/sdk/python/src/genehub_sdk/types.py b/packages/sdk/python/src/genehub_sdk/types.py
new file mode 100644
index 0000000..962aebe
--- /dev/null
+++ b/packages/sdk/python/src/genehub_sdk/types.py
@@ -0,0 +1,145 @@
+"""GeneHub 数据类型，与 Registry API 及标准学习协议对齐。"""
+
+from typing import Any, TypedDict
+
+
+class Author(TypedDict, total=False):
+    type: str
+    name: str
+    ref: str
+
+
+class CompatibilityEntry(TypedDict, total=False):
+    product: str
+    min_version: str
+
+
+class DependencyEntry(TypedDict, total=False):
+    slug: str
+    version: str
+    optional: bool
+
+
+class Skill(TypedDict, total=False):
+    name: str
+    always: bool
+    content: str | None
+    file: str | None
+
+
+class Rule(TypedDict, total=False):
+    name: str
+    content: str
+    applies_to: str | None
+
+
+class GeneConfig(TypedDict, total=False):
+    common: dict[str, Any]
+    openclaw: dict[str, Any]
+    nanobot: dict[str, Any]
+
+
+class LearningScenario(TypedDict, total=False):
+    title: str
+    context: str
+    expected_focus: str
+
+
+class Learning(TypedDict, total=False):
+    force_deep_learn: bool
+    objectives: list[str]
+    scenarios: list[LearningScenario]
+
+
+class GeneManifest(TypedDict, total=False):
+    slug: str
+    name: str
+    version: str
+    description: str
+    short_description: str
+    category: str
+    tags: list[str]
+    icon: str | None
+    author: Author | None
+    compatibility: list[CompatibilityEntry]
+    dependencies: list[DependencyEntry]
+    synergies: list[str]
+    skill: Skill
+    rules: list[Rule]
+    config: GeneConfig | None
+    learning: Learning | None
+
+
+class Gene(TypedDict, total=False):
+    id: str
+    name: str
+    slug: str
+    version: str
+    description: str
+    short_description: str
+    category: str
+    tags: list[str]
+    icon: str | None
+    source: str
+    source_ref: str | None
+    manifest: GeneManifest
+    compatibility: list[str]
+    dependencies: list[dict[str, str]]
+    synergies: list[str]
+    author: Author
+    install_count: int
+    avg_rating: float
+    is_published: bool
+    created_at: str
+    updated_at: str
+
+
+class PaginatedData(TypedDict, total=False):
+    items: list[Gene]
+    total: int
+    page: int
+    page_size: int
+    total_pages: int
+
+
+class ApiResponse(TypedDict, total=False):
+    code: int
+    message: str
+    data: Any
+    error_code: str
+
+
+# --- Adapter 类型（与 types/adapter.ts 对齐）---
+
+
+class InstallOptions(TypedDict, total=False):
+    target_path: str | None
+    force: bool
+    skip_dependencies: bool
+
+
+class UninstallOptions(TypedDict, total=False):
+    keep_config: bool
+
+
+class InstallResult(TypedDict):
+    success: bool
+    slug: str
+    version: str
+    files: list[str]
+    needs_restart: bool
+    dependencies: list[str]
+
+
+class UninstallResult(TypedDict):
+    success: bool
+    slug: str
+    files: list[str]
+    needs_restart: bool
+
+
+class InstalledGene(TypedDict):
+    slug: str
+    version: str
+    installed_at: str
+    files: list[str]
diff --git a/packages/sdk/python/tests/test_client.py b/packages/sdk/python/tests/test_client.py
new file mode 100644
index 0000000..63f59ec
--- /dev/null
+++ b/packages/sdk/python/tests/test_client.py
@@ -0,0 +1,113 @@
+"""GeneHubClient 单元测试（pytest-httpx 模拟 HTTP）。"""
+
+import pytest
+
+from genehub_sdk import GeneHubClient, GeneHubError
+from genehub_sdk.types import GeneManifest
+
+
+def test_search_genes_returns_items(httpx_mock: pytest.FixtureRequest) -> None:
+    httpx_mock.add_response(
+        url="https://registry.example.com/api/v1/genes?q=code",
+        json={
+            "code": 0,
+            "message": "success",
+            "data": {
+                "items": [
+                    {"id": "1", "slug": "clean-code", "name": "Clean Code", "version": "1.0.0"},
+                ],
+                "total": 1,
+                "page": 1,
+                "page_size": 20,
+                "total_pages": 1,
+            },
+        },
+    )
+    client = GeneHubClient(base_url="https://registry.example.com")
+    items = client.search_genes("code")
+    assert len(items) == 1
+    assert items[0]["slug"] == "clean-code"
+
+
+def test_get_gene(httpx_mock: pytest.FixtureRequest) -> None:
+    httpx_mock.add_response(
+        url="https://registry.example.com/api/v1/genes/clean-code",
+        json={
+            "code": 0,
+            "message": "success",
+            "data": {
+                "id": "1",
+                "slug": "clean-code",
+                "name": "Clean Code",
+                "version": "1.0.0",
+            },
+        },
+    )
+    client = GeneHubClient(base_url="https://registry.example.com")
+    gene = client.get_gene("clean-code")
+    assert gene["slug"] == "clean-code"
+    assert gene["version"] == "1.0.0"
+
+
+def test_get_manifest(httpx_mock: pytest.FixtureRequest) -> None:
+    httpx_mock.add_response(
+        url="https://registry.example.com/api/v1/genes/clean-code/manifest?version=1.0.0",
+        json={
+            "code": 0,
+            "message": "success",
+            "data": {
+                "slug": "clean-code",
+                "name": "Clean Code",
+                "version": "1.0.0",
+                "skill": {"name": "clean-code", "always": False},
+                "compatibility": [{"product": "openclaw"}],
+            },
+        },
+    )
+    client = GeneHubClient(base_url="https://registry.example.com")
+    manifest = client.get_manifest("clean-code", version="1.0.0")
+    assert manifest["slug"] == "clean-code"
+    assert manifest["version"] == "1.0.0"
+
+
+def test_publish(httpx_mock: pytest.FixtureRequest) -> None:
+    httpx_mock.add_response(
+        url="https://registry.example.com/api/v1/genes",
+        method="POST",
+        json={
+            "code": 0,
+            "message": "success",
+            "data": {
+                "id": "1",
+                "slug": "my-gene",
+                "name": "My Gene",
+                "version": "1.0.0",
+            },
+        },
+    )
+    client = GeneHubClient(base_url="https://registry.example.com")
+    manifest: GeneManifest = {
+        "slug": "my-gene",
+        "name": "My Gene",
+        "version": "1.0.0",
+        "description": "Desc",
+        "short_description": "Short",
+        "category": "development",
+        "tags": ["ability"],
+        "compatibility": [{"product": "openclaw"}],
+        "skill": {"name": "my-gene", "always": False},
+    }
+    gene = client.publish(manifest)
+    assert gene["slug"] == "my-gene"
+
+
+def test_api_error_raises(httpx_mock: pytest.FixtureRequest) -> None:
+    httpx_mock.add_response(
+        url="https://registry.example.com/api/v1/genes/not-found",
+        status_code=404,
+        json={"code": 20001, "error_code": "gene_not_found", "message": "基因不存在", "data": None},
+    )
+    client = GeneHubClient(base_url="https://registry.example.com")
+    with pytest.raises(GeneHubError) as exc_info:
+        client.get_gene("not-found")
+    assert "gene_not_found" in str(exc_info.value) or "基因" in str(exc_info.value)
diff --git a/packages/sdk/python/tests/test_generic_adapter.py b/packages/sdk/python/tests/test_generic_adapter.py
new file mode 100644
index 0000000..ac80b6a
--- /dev/null
+++ b/packages/sdk/python/tests/test_generic_adapter.py
@@ -0,0 +1,79 @@
+"""GenericAdapter 单元测试（临时目录）。"""
+
+from pathlib import Path
+
+from genehub_sdk.adapters import GenericAdapter
+from genehub_sdk.types import GeneManifest
+
+
+def _sample_manifest() -> GeneManifest:
+    return {
+        "slug": "test-gene",
+        "name": "Test Gene",
+        "version": "1.0.0",
+        "description": "Description",
+        "short_description": "Short",
+        "category": "development",
+        "tags": ["ability"],
+        "compatibility": [{"product": "openclaw"}],
+        "skill": {"name": "test-gene", "always": False, "content": "# Skill\n\nContent here."},
+        "dependencies": [{"slug": "other-gene", "version": ">=1.0", "optional": False}],
+    }
+
+
+def test_detect_returns_true() -> None:
+    adapter = GenericAdapter()
+    assert adapter.detect() is True
+
+
+def test_install_creates_dir_and_files(tmp_path: Path) -> None:
+    adapter = GenericAdapter(genes_dir=str(tmp_path))
+    manifest = _sample_manifest()
+    result = adapter.install(manifest)
+    assert result["success"] is True
+    assert result["slug"] == "test-gene"
+    assert result["version"] == "1.0.0"
+    assert "dependencies" in result
+    assert "other-gene" in result["dependencies"]
+
+    gene_dir = tmp_path / "test-gene"
+    assert gene_dir.is_dir()
+    assert (gene_dir / "gene.yaml").is_file()
+    assert (gene_dir / "SKILL.md").is_file()
+    assert (gene_dir / "SKILL.md").read_text(encoding="utf-8") == "# Skill\n\nContent here."
+
+
+def test_install_with_target_path(tmp_path: Path) -> None:
+    adapter = GenericAdapter(genes_dir=str(tmp_path))
+    target = tmp_path / "custom"
+    target.mkdir()
+    result = adapter.install(_sample_manifest(), options={"target_path": str(target)})
+    assert result["success"] is True
+    assert (target / "test-gene" / "gene.yaml").is_file()
+
+
+def test_uninstall_removes_dir(tmp_path: Path) -> None:
+    adapter = GenericAdapter(genes_dir=str(tmp_path))
+    adapter.install(_sample_manifest())
+    assert adapter.is_installed("test-gene") is True
+    result = adapter.uninstall("test-gene")
+    assert result["success"] is True
+    assert result["slug"] == "test-gene"
+    assert adapter.is_installed("test-gene") is False
+
+
+def test_list_returns_installed(tmp_path: Path) -> None:
+    adapter = GenericAdapter(genes_dir=str(tmp_path))
+    assert adapter.list() == []
+    adapter.install(_sample_manifest())
+    listed = adapter.list()
+    assert len(listed) == 1
+    assert listed[0]["slug"] == "test-gene"
+    assert listed[0]["version"] == "1.0.0"
+
+
+def test_get_installed_version(tmp_path: Path) -> None:
+    adapter = GenericAdapter(genes_dir=str(tmp_path))
+    assert adapter.get_installed_version("test-gene") is None
+    adapter.install(_sample_manifest())
+    assert adapter.get_installed_version("test-gene") == "1.0.0"
diff --git a/packages/sdk/python/tests/test_learning_engine.py b/packages/sdk/python/tests/test_learning_engine.py
new file mode 100644
index 0000000..86e6da1
--- /dev/null
+++ b/packages/sdk/python/tests/test_learning_engine.py
@@ -0,0 +1,50 @@
+"""LearningEngine 单元测试（最小可用）。"""
+
+from pathlib import Path
+
+from genehub_sdk.learning import LearningEngine
+from genehub_sdk.types import GeneManifest
+
+
+def _sample_manifest() -> GeneManifest:
+    return {
+        "slug": "test-gene",
+        "name": "Test Gene",
+        "version": "1.0.0",
+        "description": "Desc",
+        "short_description": "Short",
+        "category": "development",
+        "tags": ["ability"],
+        "compatibility": [{"product": "openclaw"}],
+        "skill": {"name": "test-gene", "always": False, "content": "# Skill\n\nContent."},
+    }
+
+
+def test_create_learning_task_creates_file(tmp_path: Path) -> None:
+    engine = LearningEngine(workspace_dir=tmp_path)
+    manifest = _sample_manifest()
+    task = engine.create_learning_task(manifest)
+    assert task["gene_slug"] == "test-gene"
+    assert task["mode"] == "learn"
+    assert (tmp_path / "learning-tasks" / "test-gene.md").is_file()
+    assert (tmp_path / "learning-results").is_dir()
+
+
+def test_check_result_returns_none_when_no_file(tmp_path: Path) -> None:
+    engine = LearningEngine(workspace_dir=tmp_path)
+    assert engine.check_result("test-gene") is None
+
+
+def test_check_result_parses_result_file(tmp_path: Path) -> None:
+    engine = LearningEngine(workspace_dir=tmp_path)
+    (tmp_path / "learning-results").mkdir(parents=True, exist_ok=True)
+    result_path = tmp_path / "learning-results" / "test-gene.md"
+    result_path.write_text(
+        "---\ntask_id: t1\ngene_slug: test-gene\ndecision: learned\n---\n\nLearned content.",
+        encoding="utf-8",
+    )
+    result = engine.check_result("test-gene")
+    assert result is not None
+    assert result["gene_slug"] == "test-gene"
+    assert result["decision"] == "learned"
+    assert "Learned content" in (result.get("content") or "")
diff --git a/packages/sdk/python/uv.lock b/packages/sdk/python/uv.lock
new file mode 100644
index 0000000..553313d
--- /dev/null
+++ b/packages/sdk/python/uv.lock
@@ -0,0 +1,251 @@
+version = 1
+revision = 3
+requires-python = ">=3.12"
+
+[[package]]
+name = "anyio"
+version = "4.12.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
+]
+
+[[package]]
+name = "certifi"
+version = "2026.2.25"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/2d/7bf41579a8986e348fa033a31cdd0e4121114f6bce2457e8876010b092dd/certifi-2026.2.25.tar.gz", hash = "sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7", size = 155029, upload-time = "2026-02-25T02:54:17.342Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684, upload-time = "2026-02-25T02:54:15.766Z" },
+]
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
+]
+
+[[package]]
+name = "genehub-sdk"
+version = "0.1.0"
+source = { editable = "." }
+dependencies = [
+    { name = "httpx" },
+    { name = "pyyaml" },
+]
+
+[package.optional-dependencies]
+dev = [
+    { name = "pytest" },
+    { name = "pytest-httpx" },
+    { name = "ruff" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "httpx", specifier = ">=0.27.0" },
+    { name = "pytest", marker = "extra == 'dev'", specifier = ">=8.0.0" },
+    { name = "pytest-httpx", marker = "extra == 'dev'", specifier = ">=0.30.0" },
+    { name = "pyyaml", specifier = ">=6.0" },
+    { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.8.0" },
+]
+provides-extras = ["dev"]
+
+[[package]]
+name = "h11"
+version = "0.16.0"
+source = { registry = "https://pypi.org/simple" }
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